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VersatileMulti-stageGraphNeuralNetworkfor CircuitRepresentation

Neural Information Processing Systems

Electronic Design Automation (EDA) includes a set of tools for circuit design in different development stages especiallylogic synthesisstage andplacementstage (Fig.1).


Model-Based ReinforcementLearningviaImagination withDerivedMemory

Neural Information Processing Systems

We randomly selected action sequences from test episodes collected with action noise alongside the training episodes. Next, we analyze the IDM framework based on Janner's work [1]. Denote pθ(z |z,a) as the state transition probability predicted by model.